{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import numpy as np\n",
    "import warnings\n",
    "import datetime as dt\n",
    "from scipy import stats\n",
    "import scipy as sp\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "plt.rc('axes', axisbelow=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib\n",
    "from matplotlib import gridspec"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = pd.read_csv('../data/1581551273.37747wuhan_cases.csv')\n",
    "cases = cases.rename(columns={cases.columns[0]: \"date\"})\n",
    "provinces = cases.columns[1:]  # ADDED\n",
    "melted_cases = pd.melt(cases, id_vars='date',\n",
    "                       value_vars=provinces, var_name='province',\n",
    "                       value_name='cases')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "full_data = melted_cases.copy()  # ADDED"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_dates = np.unique(list(full_data.date))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "total_cases_prov = {pr:sum(np.nan_to_num(list(full_data.loc[full_data.province==pr,].cases))) for pr in provinces}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_cases_prov = dict(zip(list(full_data.loc[full_data.date==total_dates[-1],].province),\n",
    "                            list(full_data.loc[full_data.date==total_dates[-1],].cases)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "sort_final_cases = {k: v for k, v in sorted(final_cases_prov.items(), key=lambda item: item[1])}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_8 = {'Chongqing': 311.0,\n",
    "         'Anhui': 415.0,\n",
    "         'Jiangxi': 465.0,\n",
    "         'Henan': 583.0,\n",
    "         'Hunan': 589.0,\n",
    "         'Zhejiang': 706.0,\n",
    "         'Guangdong': 844.0,\n",
    "         'Hubei':6998.0}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = dict(zip(list(top_8.keys()),plt.cm.Dark2(np.linspace(1,0,8))))\n",
    "csum = 0\n",
    "pad = 200\n",
    "fig, ax = plt.subplots(1,1,dpi=150, figsize=(6,6))\n",
    "num_success = 0\n",
    "totals = 0\n",
    "for i,pr in enumerate(list(top_8.keys())):\n",
    "    tot_cases_i = sum(np.nan_to_num(list(full_data.loc[full_data.province==pr,].cases)))\n",
    "    totals = totals + tot_cases_i\n",
    "    max_cases_i = top_8[pr]\n",
    "    xvals = total_dates[:-3]\n",
    "    slice_dat = full_data.loc[full_data.province==pr,]\n",
    "    slice_dat = slice_dat.loc[slice_dat.date<='2020-02-01',]\n",
    "    stdvs = np.array(list(slice_dat.cases))\n",
    "    yvals = np.array([csum+pad+np.nan_to_num(max_cases_i)]*len(xvals))#[:-3]\n",
    "\n",
    "    ax.plot(xvals, yvals-stdvs, alpha=0.7, color=cols[pr],zorder=20)\n",
    "    ax.plot(xvals, yvals+stdvs, alpha=0.7, color=cols[pr],zorder=20)\n",
    "    ax.fill_between(xvals, yvals-stdvs, yvals+stdvs, alpha=1.0, color='w',zorder=20)\n",
    "    ax.fill_between(xvals, yvals-stdvs, yvals+stdvs, alpha=0.7, color=cols[pr],zorder=20)\n",
    "    ax.text(min(xvals[~np.isnan(stdvs)]), yvals[0]+pad, pr,\n",
    "            color='#333333', fontsize=9)\n",
    "    ax.text(min(xvals[~np.isnan(stdvs)]), yvals[0]+pad, pr,\n",
    "            color=cols[pr],alpha=0.6, fontsize=9)\n",
    "    maxx = np.nan_to_num(yvals+stdvs)\n",
    "    csum = max(maxx)\n",
    "    num_success += 1\n",
    "\n",
    "\n",
    "#ax.fill_between(xvals[43:46], 0, csum+150, alpha=1, color='w',zorder=1)\n",
    "ax.fill_between(xvals[43:46], 0, csum+150, alpha=0.3, color='#999999',zorder=1, linewidth=0)\n",
    "ax.fill_between(xvals[47:50], 0, csum+150, alpha=0.3, color='crimson',zorder=1, linewidth=0)\n",
    "ax.set_xticks(total_dates[:-3][::4])\n",
    "ax.set_ylim(150, csum+150)\n",
    "ax.text(xvals[43], max(yvals+stdvs/1.25), 'Wuhan\\nquarantine', horizontalalignment='right',\n",
    "        color='#333333', fontsize=10)\n",
    "ax.text(xvals[47], max(yvals+stdvs/2.25), 'incubation\\nperiod', horizontalalignment='right',\n",
    "        color='crimson', fontsize=9)\n",
    "ax.set_xlim(total_dates[:-3][0], total_dates[:-3][-1])\n",
    "ax.set_xticklabels([i[-5:] for i in list(total_dates[:-3][::4])], rotation=45, fontsize=7,y=0.01, rotation_mode =\"anchor\", horizontalalignment=\"right\")\n",
    "ax.set_yticks([])\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.grid(linewidth=0.3, color='#999999', alpha=0.5)\n",
    "ax.tick_params(axis='x', which='both', bottom=False,labelbottom=True)\n",
    "\n",
    "plt.savefig('nCovCases1.png',dpi=425,bbox_inches='tight')\n",
    "plt.savefig('nCovCases1.pdf',bbox_inches='tight')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cols = dict(zip(list(top_8.keys()),plt.cm.Dark2(np.linspace(1,0,8))))\n",
    "csum = 0\n",
    "pad = 200\n",
    "fig, ax = plt.subplots(1,1,dpi=150, figsize=(6,6))\n",
    "num_success = 0\n",
    "\n",
    "for i,pr in enumerate(list(top_8.keys())):\n",
    "    tot_cases_i = sum(np.nan_to_num(list(full_data.loc[full_data.province==pr,].cases)))\n",
    "    max_cases_i = top_8[pr]\n",
    "    xvals = total_dates[:-3]\n",
    "    slice_dat = full_data.loc[full_data.province==pr,]\n",
    "    slice_dat = slice_dat.loc[slice_dat.date<='2020-02-01',]\n",
    "    stdvs = np.array(list(slice_dat.cases))\n",
    "    yvals = np.array([csum+pad+np.nan_to_num(max_cases_i)]*len(xvals))#[:-3]\n",
    "\n",
    "    ax.plot(xvals, yvals-stdvs, alpha=0.7, color=cols[pr],zorder=20)\n",
    "    ax.plot(xvals, yvals+stdvs, alpha=0.7, color=cols[pr],zorder=20)\n",
    "    ax.fill_between(xvals, yvals-stdvs, yvals+stdvs, alpha=1.0, color='w',zorder=20)\n",
    "    ax.fill_between(xvals, yvals-stdvs, yvals+stdvs, alpha=0.7, color=cols[pr],zorder=20)\n",
    "    ax.text(min(xvals[~np.isnan(stdvs)]), yvals[0]+pad, pr+' (%i cumulative cases)'%max_cases_i,\n",
    "            color='#333333', fontsize=8)\n",
    "    ax.text(min(xvals[~np.isnan(stdvs)]), yvals[0]+pad, pr+' (%i cumulative cases)'%max_cases_i,\n",
    "            color=cols[pr],alpha=0.6, fontsize=8)\n",
    "    maxx = np.nan_to_num(yvals+stdvs)\n",
    "    csum = max(maxx)\n",
    "    num_success += 1\n",
    "\n",
    "\n",
    "ax.fill_between(xvals[44:45], 0, csum+150, alpha=1, color='w',zorder=1)\n",
    "ax.fill_between(xvals[44:45], 0, csum+150, alpha=0.3, color='#999999',zorder=1, linewidth=0)\n",
    "ax.fill_between(xvals[48:50], 0, csum+150, alpha=0.3, color='crimson',zorder=1, linewidth=0)\n",
    "ax.set_xticks(total_dates[:-3][::2])\n",
    "ax.set_ylim(150, csum+150)\n",
    "ax.text(xvals[44], max(yvals+stdvs/1.25), 'Wuhan\\nquarantine', horizontalalignment='right',\n",
    "        color='#333333', fontsize=10)\n",
    "ax.text(xvals[48], max(yvals+stdvs/2.25), 'incubation\\nperiod', horizontalalignment='right',\n",
    "        color='crimson', fontsize=9)\n",
    "ax.set_xlim(total_dates[:-3][0], total_dates[:-3][-1])\n",
    "ax.set_xticklabels([i[-5:] for i in list(total_dates[:-3][::2])], rotation=0, fontsize=7,y=0.01)\n",
    "ax.set_yticks([])\n",
    "ax.spines['top'].set_visible(False)\n",
    "ax.spines['left'].set_visible(False)\n",
    "ax.spines['right'].set_visible(False)\n",
    "ax.spines['bottom'].set_visible(False)\n",
    "ax.grid(linewidth=0.3, color='#999999', alpha=0.5)\n",
    "ax.tick_params(axis='x', which='both', bottom=False,labelbottom=True)\n",
    "\n",
    "plt.savefig('nCovCases2.png',dpi=425,bbox_inches='tight')\n",
    "plt.savefig('nCovCases2.pdf',bbox_inches='tight')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
